{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os \n",
    "import numpy as np\n",
    "import librosa\n",
    "dataset_path = \"ESC-50-master\"\n",
    "meta_path = os.path.join(dataset_path, \"meta\", \"esc50.csv\")\n",
    "audio_path = os.path.join(dataset_path, \"audio\")\n",
    "resample_path = \"audio_32k/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare for the folder\n",
    "meta = np.loadtxt(meta_path , delimiter=',', dtype='str', skiprows=1)\n",
    "audio_list = os.listdir(audio_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "sox ESC-50-master\\audio\\5-260011-A-34.wav -r 32000 audio_32k/5-260011-A-34.wav\n",
      "sox ESC-50-master\\audio\\5-260164-A-23.wav -r 32000 audio_32k/5-260164-A-23.wav\n",
      "sox ESC-50-master\\audio\\5-260432-A-39.wav -r 32000 audio_32k/5-260432-A-39.wav\n",
      "sox ESC-50-master\\audio\\5-260433-A-39.wav -r 32000 audio_32k/5-260433-A-39.wav\n",
      "sox ESC-50-master\\audio\\5-260434-A-39.wav -r 32000 audio_32k/5-260434-A-39.wav\n",
      "sox ESC-50-master\\audio\\5-260875-A-35.wav -r 32000 audio_32k/5-260875-A-35.wav\n",
      "sox ESC-50-master\\audio\\5-261325-A-9.wav -r 32000 audio_32k/5-261325-A-9.wav\n",
      "sox ESC-50-master\\audio\\5-261433-A-15.wav -r 32000 audio_32k/5-261433-A-15.wav\n",
      "sox ESC-50-master\\audio\\5-261439-A-15.wav -r 32000 audio_32k/5-261439-A-15.wav\n",
      "sox ESC-50-master\\audio\\5-261464-A-23.wav -r 32000 audio_32k/5-261464-A-23.wav\n",
      "sox ESC-50-master\\audio\\5-262641-A-15.wav -r 32000 audio_32k/5-262641-A-15.wav\n",
      "sox ESC-50-master\\audio\\5-262957-A-22.wav -r 32000 audio_32k/5-262957-A-22.wav\n",
      "sox ESC-50-master\\audio\\5-263490-A-25.wav -r 32000 audio_32k/5-263490-A-25.wav\n",
      "sox ESC-50-master\\audio\\5-263491-A-25.wav -r 32000 audio_32k/5-263491-A-25.wav\n",
      "sox ESC-50-master\\audio\\5-263501-A-25.wav -r 32000 audio_32k/5-263501-A-25.wav\n",
      "sox ESC-50-master\\audio\\5-263775-A-26.wav -r 32000 audio_32k/5-263775-A-26.wav\n",
      "sox ESC-50-master\\audio\\5-263775-B-26.wav -r 32000 audio_32k/5-263775-B-26.wav\n",
      "sox ESC-50-master\\audio\\5-263831-A-6.wav -r 32000 audio_32k/5-263831-A-6.wav\n",
      "sox ESC-50-master\\audio\\5-263831-B-6.wav -r 32000 audio_32k/5-263831-B-6.wav\n",
      "sox ESC-50-master\\audio\\5-263902-A-36.wav -r 32000 audio_32k/5-263902-A-36.wav\n",
      "sox ESC-50-master\\audio\\5-51149-A-25.wav -r 32000 audio_32k/5-51149-A-25.wav\n",
      "sox ESC-50-master\\audio\\5-61635-A-8.wav -r 32000 audio_32k/5-61635-A-8.wav\n",
      "sox ESC-50-master\\audio\\5-9032-A-0.wav -r 32000 audio_32k/5-9032-A-0.wav\n"
     ]
    }
   ],
   "source": [
    "# resample\n",
    "for f in audio_list:\n",
    "    full_f = os.path.join(audio_path, f)\n",
    "    resample_f = os.path.join(resample_path, f)\n",
    "    print('sox ' + full_f + ' -r 32000 ' + resample_f)\n",
    "    os.system('sox ' + full_f + ' -r 32000 ' + resample_f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# name fold target category esc10 srcfile take\n",
    "output_dict = [[] for _ in range(5)]\n",
    "for label in meta:\n",
    "    name = label[0]\n",
    "    fold = label[1]\n",
    "    target = label[2]\n",
    "    y, sr = librosa.load(os.path.join(resample_path, name), sr = None)\n",
    "    output_dict[int(fold) - 1].append(\n",
    "        {\n",
    "            \"name\": name,\n",
    "            \"target\": int(target),\n",
    "            \"waveform\": y\n",
    "        }\n",
    "    )\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"esc-50-data.npy\", output_dict)"
   ]
  }
 ],
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